Cassandra is a highly scalable, distributed database designed to handle large amounts of structured data across multiple nodes without single points of failure. It uses a column-oriented data model and peer-to-peer architecture to distribute data among nodes in a cluster, providing high availability and performance. Some key limitations of Cassandra queries include a lack of support for aggregation, joins, grouping, filtering without indexes, and most comparison operators beyond clustering columns.